{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Goal: Investigate how DSNN fares in a toy problem. \n",
    "\n",
    "Compare following models:\n",
    "- Large dense (same architecture as large sparse, but dense)\n",
    "- Small dense (same number of params as large sparse, but dense)\n",
    "- Large sparse\n",
    "- Large sparse + dynamic sparse\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append(os.path.expanduser(\"~/nta/nupic.research/projects/\"))\n",
    "\n",
    "# general imports\n",
    "import os\n",
    "import numpy as np\n",
    "\n",
    "# torch imports\n",
    "import torch\n",
    "import torch.optim as optim\n",
    "import torch.optim.lr_scheduler as schedulers\n",
    "import torch.nn as nn\n",
    "from torch.utils.data import DataLoader\n",
    "from torchvision import datasets, transforms\n",
    "from torchsummary import summary\n",
    "\n",
    "# nupic research imports\n",
    "from nupic.research.frameworks.pytorch.image_transforms import RandomNoise\n",
    "from nupic.torch.modules import KWinners\n",
    "\n",
    "# local library\n",
    "from dynamic_sparse.networks import *\n",
    "from dynamic_sparse.models import *\n",
    "from dynamic_sparse.common.utils import *\n",
    "\n",
    "# local files\n",
    "import math\n",
    "\n",
    "# plotting\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'\n",
    "rcParams['figure.figsize'] = (12,6)\n",
    "\n",
    "PATH_TO_WHERE_DATASET_WILL_BE_SAVED = PATH = \"~/nta/datasets\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load dataset\n",
    "config = (dict(\n",
    "    dataset_name=\"MNIST\",\n",
    "    data_dir=\"~/nta/datasets\",\n",
    "    test_noise=True\n",
    "))\n",
    "dataset = Dataset(config)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Large dense"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load a regular network\n",
    "network = MLP()\n",
    "# load a regular base model for training\n",
    "model = BaseModel(network=network)\n",
    "model.setup()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train acc: 0.8974, Val acc: 0.9518\n",
      "Train acc: 0.9608, Val acc: 0.9638\n",
      "Train acc: 0.9704, Val acc: 0.9728\n",
      "CPU times: user 30.5 s, sys: 591 ms, total: 31.1 s\n",
      "Wall time: 30 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "large_dense = model.train(dataset, 3, test_noise=False);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Large sparse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load a regular network\n",
    "network = MLP()\n",
    "# load a regular base model for training\n",
    "config = dict(\n",
    "    debug_sparse=True,\n",
    "    on_perc=0.1,\n",
    ")\n",
    "model = SparseModel(network=network, config=config)\n",
    "model.setup()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train acc: 0.4167, Val acc: 0.9026\n",
      "Train acc: 0.9185, Val acc: 0.9347\n",
      "Train acc: 0.9409, Val acc: 0.9452\n",
      "CPU times: user 30.6 s, sys: 575 ms, total: 31.2 s\n",
      "Wall time: 30.2 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "large_sparse = model.train(dataset, 3, test_noise=False);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1152x1152 with 8 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 916,
       "width": 943
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = large_sparse\n",
    "h, w = math.ceil(len(results)/4), 4 \n",
    "combinations = []\n",
    "for i in range(h):\n",
    "    for j in range(w):\n",
    "        combinations.append((i,j))\n",
    "\n",
    "fig, axs = plt.subplots(h, w, gridspec_kw={'hspace': 0.5, 'wspace': 0.5})\n",
    "fig.set_size_inches(16,16)\n",
    "for (i, j), k in zip(combinations[:len(results)], sorted(results.keys())):\n",
    "    axs[i, j].plot(range(len(results[k])), results[k])\n",
    "    axs[i, j].set_title(k)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Large dynamic sparse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load a regular network\n",
    "network = MLPHeb()\n",
    "# load a regular base model for training\n",
    "config = dict(\n",
    "    weight_prune_perc=0.15,\n",
    "    hebbian_prune_perc=0.60,\n",
    "    pruning_es =False,\n",
    "    pruning_active=True,\n",
    "    pruning_interval=1,\n",
    "    debug_sparse=True,\n",
    "    on_perc=0.1,\n",
    ")\n",
    "model = DSNNMixedHeb(network=network, config=config)\n",
    "model.setup()\n",
    "\n",
    "# debug sparsity\n",
    "# [b/a for a,b in zip([784*400, 400*400, 400*400, 400*10], model.num_params)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lsouza/miniconda3/envs/numenta/lib/python3.7/site-packages/numpy/core/fromnumeric.py:3118: RuntimeWarning: Mean of empty slice.\n",
      "  out=out, **kwargs)\n",
      "/Users/lsouza/miniconda3/envs/numenta/lib/python3.7/site-packages/numpy/core/_methods.py:85: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train acc: 0.4973, Val acc: 0.9123\n",
      "Train acc: 0.9207, Val acc: 0.9366\n",
      "Train acc: 0.9376, Val acc: 0.9408\n",
      "CPU times: user 49.6 s, sys: 1.3 s, total: 50.9 s\n",
      "Wall time: 50 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "dynamic_sparse = model.train(dataset, 3, test_noise=False);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# results.keys(), len(results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 32 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 916,
       "width": 969
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = dynamic_sparse\n",
    "h, w = math.ceil(len(results)/4), 4 \n",
    "combinations = []\n",
    "for i in range(h):\n",
    "    for j in range(w):\n",
    "        combinations.append((i,j))\n",
    "\n",
    "fig, axs = plt.subplots(h, w, gridspec_kw={'hspace': 0.5, 'wspace': 0.5})\n",
    "fig.set_size_inches(16,16)\n",
    "for (i, j), k in zip(combinations[:len(results)], sorted(results.keys())):\n",
    "    axs[i, j].plot(range(len(results[k])), results[k])\n",
    "    axs[i, j].set_title(k)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Small dense"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load a regular network\n",
    "config = dict(\n",
    "    hidden_sizes = [12,16,23]\n",
    ")\n",
    "network = MLP(config=config)\n",
    "# load a regular base model for training\n",
    "model = BaseModel(network=network)\n",
    "model.setup()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train acc: 0.8492, Val acc: 0.9104\n",
      "Train acc: 0.9119, Val acc: 0.9198\n",
      "Train acc: 0.9213, Val acc: 0.9304\n",
      "CPU times: user 27.4 s, sys: 410 ms, total: 27.8 s\n",
      "Wall time: 27.6 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "small_dense = model.train(dataset, 3, test_noise=False);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Comparing all"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import rcParams\n",
    "rcParams['image.cmap'] = 'Accent'\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 415,
       "width": 824
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,7))\n",
    "names = ['large_dense', 'large_sparse', 'dynamic_sparse', 'small_dense']\n",
    "for name, res in zip(names, [large_dense, large_sparse, dynamic_sparse, small_dense]):\n",
    "    plt.plot(res['train_acc'], label=name)\n",
    "plt.legend()\n",
    "plt.ylim((0.85,1.0));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 415,
       "width": 824
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,7))\n",
    "names = ['large_dense', 'large_sparse', 'dynamic_sparse', 'small_dense']\n",
    "for name, res in zip(names, [large_dense, large_sparse, dynamic_sparse, small_dense]):\n",
    "    plt.plot(res['val_acc'], label=name)\n",
    "plt.legend()\n",
    "plt.ylim((0.85,1.0));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Test with kwinners"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "from models import *\n",
    "from networks import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load dataset\n",
    "config = (dict(\n",
    "    dataset_name=\"MNIST\",\n",
    "    data_dir=\"~/nta/datasets\",\n",
    "    test_noise=True\n",
    "))\n",
    "dataset = Dataset(config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Large Dense\n",
      "Train acc: 0.8790, Val acc: 0.9433, Noise acc: 0.9397\n",
      "Train acc: 0.9561, Val acc: 0.9577, Noise acc: 0.9536\n",
      "Train acc: 0.9653, Val acc: 0.9570, Noise acc: 0.9523\n",
      "\n",
      "Large Sparse\n",
      "Train acc: 0.4224, Val acc: 0.8801, Noise acc: 0.8628\n",
      "Train acc: 0.9020, Val acc: 0.9220, Noise acc: 0.8950\n",
      "Train acc: 0.9295, Val acc: 0.9335, Noise acc: 0.9072\n",
      "\n",
      "Dynamic Sparse\n",
      "Train acc: 0.4015, Val acc: 0.8448, Noise acc: 0.8261\n",
      "Train acc: 0.9087, Val acc: 0.9313, Noise acc: 0.9136\n",
      "Train acc: 0.9363, Val acc: 0.9416, Noise acc: 0.9245\n",
      "\n",
      "Small Dense\n",
      "Train acc: 0.8238, Val acc: 0.8991, Noise acc: 0.8890\n",
      "Train acc: 0.9090, Val acc: 0.8952, Noise acc: 0.8895\n",
      "Train acc: 0.9176, Val acc: 0.9131, Noise acc: 0.9046\n"
     ]
    }
   ],
   "source": [
    "test_noise = True\n",
    "use_kwinners = True\n",
    "epochs = 3\n",
    "on_perc = 0.1\n",
    "\n",
    "# large dense\n",
    "config = dict(hidden_sizes=[100,100,100], use_kwinners=use_kwinners)\n",
    "network = MLP(config=config)\n",
    "model = BaseModel(network=network)\n",
    "model.setup()\n",
    "print(\"\\nLarge Dense\")\n",
    "large_dense = model.train(dataset, epochs, test_noise=test_noise);\n",
    "\n",
    "# large sparse\n",
    "config = dict(hidden_sizes=[100,100,100], use_kwinners=use_kwinners)\n",
    "network = MLP(config=config)\n",
    "config = dict(debug_sparse=True, on_perc=on_perc)\n",
    "model = SparseModel(network=network, config=config)\n",
    "model.setup()\n",
    "print(\"\\nLarge Sparse\")\n",
    "large_sparse = model.train(dataset, epochs, test_noise=test_noise);\n",
    "\n",
    "# dynamic sparse\n",
    "config = dict(hidden_sizes=[100,100,100], use_kwinners=use_kwinners)\n",
    "network = MLPHeb(config=config)\n",
    "config = dict(\n",
    "    weight_prune_perc=0.15,\n",
    "    hebbian_prune_perc=0.60,\n",
    "    pruning_es =False,\n",
    "    pruning_active=True,\n",
    "    pruning_interval=1,\n",
    "    debug_sparse=True,\n",
    "    on_perc=on_perc,\n",
    "    hebbian_grow=False    \n",
    ")\n",
    "model = DSNNMixedHeb(network=network, config=config)\n",
    "model.setup()\n",
    "print(\"\\nDynamic Sparse\")\n",
    "dynamic_sparse = model.train(dataset, epochs, test_noise=test_noise);\n",
    "\n",
    "# small dense\n",
    "config = dict(hidden_sizes=[12,16,23], use_kwinners=use_kwinners)\n",
    "network = MLP(config=config)\n",
    "# load a regular base model for training\n",
    "model = BaseModel(network=network)\n",
    "model.setup()\n",
    "print(\"\\nSmall Dense\")\n",
    "small_dense = model.train(dataset, epochs, test_noise=test_noise);\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "test_noise = True\n",
    "use_kwinners = True\n",
    "epochs = 3\n",
    "on_perc = 0.1\n",
    "\n",
    "# large dense\n",
    "config = dict(hidden_sizes=[100,100,100], use_kwinners=use_kwinners)\n",
    "network = MLP(config=config)\n",
    "model = BaseModel(network=network)\n",
    "model.setup()\n",
    "print(\"\\nLarge Dense\")\n",
    "large_dense = model.train(dataset, epochs, test_noise=test_noise);\n",
    "\n",
    "# large sparse\n",
    "config = dict(hidden_sizes=[100,100,100], use_kwinners=use_kwinners)\n",
    "network = MLP(config=config)\n",
    "config = dict(debug_sparse=True, on_perc=on_perc)\n",
    "model = SparseModel(network=network, config=config)\n",
    "model.setup()\n",
    "print(\"\\nLarge Sparse\")\n",
    "large_sparse = model.train(dataset, epochs, test_noise=test_noise);\n",
    "\n",
    "# dynamic sparse\n",
    "config = dict(hidden_sizes=[100,100,100], use_kwinners=use_kwinners)\n",
    "network = MLPHeb(config=config)\n",
    "config = dict(\n",
    "    weight_prune_perc=0.15,\n",
    "    hebbian_prune_perc=0.60,\n",
    "    pruning_es =False,\n",
    "    pruning_active=True,\n",
    "    pruning_interval=1,\n",
    "    debug_sparse=True,\n",
    "    on_perc=on_perc,\n",
    "    hebbian_grow=True    \n",
    ")\n",
    "model = DSNNMixedHeb(network=network, config=config)\n",
    "model.setup()\n",
    "print(\"\\nDynamic Sparse\")\n",
    "dynamic_sparse = model.train(dataset, epochs, test_noise=test_noise);\n",
    "\n",
    "# small dense\n",
    "config = dict(hidden_sizes=[12,16,23], use_kwinners=use_kwinners)\n",
    "network = MLP(config=config)\n",
    "# load a regular base model for training\n",
    "model = BaseModel(network=network)\n",
    "model.setup()\n",
    "print(\"\\nSmall Dense\")\n",
    "small_dense = model.train(dataset, epochs, test_noise=test_noise);\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 415,
       "width": 824
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,7))\n",
    "names = ['large_dense', 'large_sparse', 'dynamic_sparse', 'small_dense']\n",
    "for name, res in zip(names, [large_dense, large_sparse, dynamic_sparse, small_dense]):\n",
    "    plt.plot(res['train_acc'], label=name)\n",
    "plt.legend()\n",
    "plt.ylim((0.85,1.0));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 415,
       "width": 824
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,7))\n",
    "names = ['large_dense', 'large_sparse', 'dynamic_sparse', 'small_dense']\n",
    "for name, res in zip(names, [large_dense, large_sparse, dynamic_sparse, small_dense]):\n",
    "    plt.plot(res['val_acc'], label=name)\n",
    "plt.legend()\n",
    "plt.ylim((0.85,1.0));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 415,
       "width": 824
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,7))\n",
    "names = ['large_dense', 'large_sparse', 'dynamic_sparse', 'small_dense']\n",
    "for name, res in zip(names, [large_dense, large_sparse, dynamic_sparse, small_dense]):\n",
    "    plt.plot(res['noise_acc'], label=name)\n",
    "plt.legend()\n",
    "plt.ylim((0.85,1.0));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
